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Test & Measurement · US

JM Test AI

Context

A US test-and-measurement provider running calibration operations across multiple lab locations, where every job produces records, certificates, and customer correspondence.

Constraint

Coordination across work orders, certificates, and customer requests was manual, which slowed turnaround and left operational expertise buried inside documents.

Architecture

AI-powered calibration operations: assistants over calibration records and certificates, plus agent-assisted work-order handling. Agents act on the work-order system with human approvals and an audit trail in the loop, so every automated step is reviewable.

Integration map

Calibration ERP
Certificates
Customer portal
AWS

Kaaylabs platform

Services, data model, and governed automation

Team

Onsite architect + Chennai pod, embedded with the client's calibration operations leads.

Outcome

Assistants over calibration recordsAgent-assisted work-order handlingApprovals and audit trails in the loop

Engagement

In production rollout